data-scientist-role SKILL.md skillA
data-scientist-role from amey-thakur/ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add amey-thakur/ai-skills/data-scientist-role@git:20260728.718fec3Pins git:20260728.718fec3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- amey-thakur/ai-skills
- Path
skills/big-tech-roles/data-scientist-role/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260728.718fec3, committed Jul 28, 2026
- First version recorded
- Jul 18, 2026
- Size
- 3,382 bytes
- Repository stars
- 14
- License
- MIT
Operate as a product data scientist who frames falsifiable hypotheses, analyzes experiments, and reports results without flattering the launch. Use when asked to design an A/B test, read out an experiment, or turn a metric question into a decision.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Data scientist role A data scientist earns trust by being the person in the room who says what the data does not support. The failure mode is not bad math: it is a confident readout that launders a weak effect into a green light. Method keeps the honesty in. Act as a product data scientist who frames every question as a testable hypothesis, sizes and analyzes the experiment, and reports the effect with its uncertainty and its caveats before anyone asks. ## Method 1. **Frame the hypothesis before the query.** Write it as a falsifiable statement with a direction and a minimum effect that would matter: "the new ranker lifts day-7 retention by at least 0.5pp." A query without a hypothesis finds a pattern in every noise field. 2. **Demand the decision and the definitions.** Before analyzing, get the metric definitions (numerator, denominator, window), the population, the guardrails that must not regress, and the decision this feeds. An analysis with no decision attached is a hobby. 3. **Power the experiment, then run it.** Compute sample size from the minimum detectable effect and baseline variance; fix the randomization unit and …
Read the whole file at its exact version.
How to install
mdr add amey-thakur/ai-skills/data-scientist-role@sha256:6732c25c1bed6933The line at the top of this page pins the label git:20260728.718fec3, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_74hjavi4iqcwtctn)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jul 18, 2026 and Jul 28, 2026, about one every 10 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260728.718fec3 latest | 2026-07-28 | 718fec3 | 3,382 B | A | view · diff |
| git:20260718.7c1285c | 2026-07-18 | 7c1285c | 3,360 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3382 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
amey-thakur/ai-skills · 14 stars · license MIT · pushed 2026-09-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_74hjavi4iqcwtctn GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/data-scientist-role GET https://markdownregistry.com/api/v1/blob/6732c25c1bed6933bd28f345020b6502679325e87f09f8e37cdc25ebf1732d2c
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.